[feat] support sharegpt downloading in benchmark_serving

[LinPoly]

Description

Download sharegpt if it is not stored locally, this can slightly improve usability.

Test Coverage

New tests maybe needed but currently we don't have tests for benchmark_serving, this can be future work.

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[LinPoly]

Tested locally and works fine.

[LinPoly]

Shall we merge this after tests added to CI or verifying locally is just enough for now? @kaiyux @jiahanc

[kaiyux]

/bot skip --comment "script is not covered by pipeline yet"

[tensorrt-cicd]

PR_Github #6645 [ skip ] triggered by Bot

[tensorrt-cicd]

PR_Github #6645 [ skip ] completed with state SUCCESS
Release Check Pipeline #1012 failed

[LinPoly]

/bot run

[tensorrt-cicd]

PR_Github #6878 [ run ] triggered by Bot

[tensorrt-cicd]

PR_Github #6878 [ run ] completed with state FAILURE
/LLM/main/L0_MergeRequest_PR pipeline #4998 completed with status: 'FAILURE'

[LinPoly]

/bot run

[tensorrt-cicd]

PR_Github #6909 [ run ] triggered by Bot

[tensorrt-cicd]

PR_Github #6909 [ run ] completed with state SUCCESS
/LLM/main/L0_MergeRequest_PR pipeline #5014 completed with status: 'FAILURE'

[kaiyux]

/bot skip --comment "script is not covered by pipeline yet"

[tensorrt-cicd]

PR_Github #7062 [ skip ] triggered by Bot

[tensorrt-cicd]

PR_Github #7062 [ skip ] completed with state SUCCESS
Skipping testing for commit e85f2de